Age
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80
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85
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50
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1
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96
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| Longitude
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| Monthly Charge
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119
| Multiple Lines
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1
| Number of Dependents
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8
| Number of Referrals
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11
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| Premium Tech Support
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| Tenure in Months
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| Total Charges
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8.67k
| Total Extra Data Charges
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150
| Total Long Distance Charges
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3.56k
| Total Refunds
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49.8
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|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
38 | 29 | 16.43 | 1 | Other | Don't know | 90 | San Diego | 4,753 | Month-to-Month | United States | 0843-WTBXE | Churned | 0 | 0 | Male | 1 | Fiber Optic | 32.886925, -117.152162 | 32.886925 | -117.152162 | 0 | 85.45 | 1 | 0 | 0 | null | 0 | 0 | 0 | 0 | Bank Withdrawal | 1 | 74,232 | 0 | Q3 | 0 | 1 | 0 | California | 0 | 0 | 1 | 53 | 4,517.25 | 0 | 870.79 | 0 | 5,388.04 | 0 | 1 | 92126 |
44 | 27 | 35.54 | 1 | Competitor | Competitor made better offer | 94 | Moreno Valley | 3,207 | Month-to-Month | United States | 9306-CPCBC | Churned | 0 | 0 | Female | 1 | Fiber Optic | 33.907361, -117.109972 | 33.907361 | -117.109972 | 0 | 74.25 | 1 | 0 | 0 | null | 0 | 0 | 1 | 0 | Bank Withdrawal | 1 | 12,743 | 0 | Q3 | 0 | 3 | 0 | California | 0 | 0 | 0 | 3 | 210.3 | 0 | 106.62 | 0 | 316.92 | 0 | 1 | 92555 |
25 | 82 | 48.49 | 0 | null | null | 54 | Calipatria | 4,444 | Month-to-Month | United States | 4821-SJHJV | Stayed | 1 | 0 | Female | 1 | Fiber Optic | 33.143826, -115.497485 | 33.143826 | -115.497485 | 1 | 89.6 | 1 | 3 | 6 | null | 0 | 1 | 0 | 1 | Bank Withdrawal | 1 | 7,857 | 0 | Q3 | 1 | 4 | 0 | California | 0 | 0 | 1 | 32 | 2,901.8 | 0 | 1,551.68 | 0 | 4,453.48 | 1 | 1 | 92233 |
42 | 11 | 13.95 | 0 | null | null | 33 | Thousand Oaks | 5,133 | One Year | United States | 7940-UQQUG | Stayed | 1 | 0 | Female | 1 | Fiber Optic | 34.214054, -118.88109 | 34.214054 | -118.88109 | 1 | 104.4 | 1 | 2 | 4 | null | 0 | 1 | 1 | 1 | Bank Withdrawal | 1 | 42,526 | 1 | Q3 | 1 | 4 | 0 | California | 1 | 1 | 1 | 64 | 6,721.6 | 0 | 892.8 | 0 | 7,614.4 | 0 | 1 | 91360 |
50 | 0 | 35.35 | 0 | null | null | 28 | Santee | 5,997 | One Year | United States | 9639-BUJXT | Stayed | 0 | 0 | Male | 0 | null | 32.847336, -116.997605 | 32.847336 | -116.997605 | 0 | 20.5 | 0 | 0 | 0 | null | 0 | 0 | 0 | 0 | Credit Card | 1 | 53,510 | 0 | Q3 | 0 | 5 | 0 | California | 0 | 0 | 0 | 63 | 1,328.15 | 0 | 2,227.05 | 15.62 | 3,539.58 | 0 | 0 | 92071 |
24 | 48 | 24.86 | 0 | null | null | 74 | Cutler | 2,113 | Month-to-Month | United States | 4686-UXDML | Stayed | 0 | 0 | Female | 1 | Fiber Optic | 36.497895, -119.285484 | 36.497895 | -119.285484 | 0 | 99.85 | 1 | 0 | 0 | null | 1 | 0 | 1 | 0 | Credit Card | 1 | 5,519 | 0 | Q3 | 0 | 3 | 0 | California | 1 | 1 | 1 | 21 | 1,992.55 | 0 | 522.06 | 0 | 2,514.61 | 1 | 1 | 93615 |
37 | 0 | 17.89 | 0 | null | null | 76 | Scotia | 3,383 | Month-to-Month | United States | 3308-MHOOC | Joined | 1 | 0 | Male | 0 | null | 40.440636, -124.098739 | 40.440636 | -124.098739 | 0 | 19.2 | 0 | 3 | 0 | null | 0 | 0 | 1 | 0 | Credit Card | 1 | 1,125 | 0 | Q3 | 0 | 3 | 0 | California | 0 | 0 | 0 | 1 | 19.2 | 0 | 17.89 | 0 | 37.09 | 0 | 0 | 95565 |
79 | 12 | 42.07 | 0 | null | null | 41 | Saint Helena | 5,792 | One Year | United States | 3740-RLMVT | Stayed | 0 | 0 | Male | 1 | Cable | 38.581354, -122.296283 | 38.581354 | -122.296283 | 1 | 60.95 | 0 | 0 | 7 | Offer A | 1 | 1 | 1 | 1 | Bank Withdrawal | 1 | 9,423 | 1 | Q3 | 1 | 3 | 1 | California | 0 | 0 | 0 | 67 | 4,119.4 | 0 | 2,818.69 | 17.19 | 6,920.9 | 0 | 1 | 94574 |
38 | 10 | 6.45 | 1 | Competitor | Competitor made better offer | 92 | San Diego | 5,785 | Two Year | United States | 6386-SZZKH | Churned | 0 | 1 | Female | 1 | Fiber Optic | 32.886925, -117.152162 | 32.886925 | -117.152162 | 1 | 107.95 | 1 | 0 | 1 | null | 1 | 0 | 1 | 1 | Bank Withdrawal | 1 | 74,232 | 1 | Q3 | 1 | 2 | 0 | California | 1 | 1 | 1 | 49 | 5,293.2 | 0 | 316.05 | 0 | 5,609.25 | 0 | 1 | 92126 |
68 | 19 | 1.98 | 1 | Attitude | Attitude of service provider | 86 | Madera | 5,957 | One Year | United States | 1265-XTECC | Churned | 0 | 0 | Female | 1 | Fiber Optic | 37.004068, -119.930027 | 37.004068 | -119.930027 | 1 | 96.55 | 1 | 0 | 5 | null | 1 | 1 | 1 | 1 | Credit Card | 1 | 49,247 | 0 | Q3 | 1 | 1 | 1 | California | 1 | 0 | 0 | 68 | 6,581.9 | 0 | 134.64 | 0 | 6,716.54 | 0 | 1 | 93638 |
42 | 17 | 19.02 | 1 | Price | Price too high | 90 | Tuolumne | 3,344 | One Year | United States | 4789-KWMXN | Churned | 0 | 1 | Male | 1 | Fiber Optic | 37.939768, -120.188002 | 37.939768 | -120.188002 | 1 | 110.85 | 1 | 0 | 1 | Offer B | 0 | 1 | 1 | 1 | Credit Card | 1 | 3,979 | 1 | Q3 | 1 | 1 | 0 | California | 1 | 1 | 1 | 47 | 5,275.8 | 0 | 893.94 | 4.93 | 6,164.81 | 0 | 1 | 95379 |
24 | 82 | 1.36 | 0 | null | null | 69 | Rialto | 5,420 | Two Year | United States | 8311-UEUAB | Stayed | 0 | 0 | Female | 1 | DSL | 34.109775, -117.378904 | 34.109775 | -117.378904 | 1 | 75.5 | 1 | 0 | 5 | Offer A | 0 | 1 | 1 | 1 | Bank Withdrawal | 1 | 75,882 | 0 | Q3 | 1 | 3 | 0 | California | 1 | 1 | 1 | 67 | 5,229.45 | 0 | 91.12 | 0 | 5,320.57 | 1 | 1 | 92376 |
67 | 25 | 12.52 | 1 | Competitor | Competitor had better devices | 74 | Garberville | 2,189 | Month-to-Month | United States | 4342-HENTK | Churned | 0 | 0 | Female | 1 | Fiber Optic | 40.057784, -123.679461 | 40.057784 | -123.679461 | 0 | 70.65 | 0 | 0 | 0 | null | 0 | 0 | 1 | 0 | Bank Withdrawal | 1 | 2,423 | 0 | Q3 | 0 | 1 | 1 | California | 0 | 0 | 0 | 2 | 142.35 | 0 | 25.04 | 0 | 167.39 | 0 | 1 | 95542 |
21 | 59 | 48.32 | 0 | null | null | 57 | San Diego | 4,957 | Two Year | United States | 7688-AWMDX | Stayed | 0 | 0 | Male | 1 | DSL | 32.89325, -117.087091 | 32.89325 | -117.087091 | 1 | 54.5 | 0 | 0 | 5 | null | 0 | 1 | 0 | 1 | Bank Withdrawal | 1 | 29,283 | 1 | Q3 | 1 | 3 | 0 | California | 0 | 0 | 0 | 71 | 3,778.2 | 0 | 3,430.72 | 0 | 7,208.92 | 1 | 1 | 92131 |
59 | 0 | 48.29 | 0 | null | null | 36 | Orick | 4,755 | Two Year | United States | 1820-DJFPH | Stayed | 1 | 0 | Female | 0 | null | 41.336354, -124.044354 | 41.336354 | -124.044354 | 1 | 24.05 | 1 | 3 | 4 | null | 0 | 0 | 1 | 1 | Bank Withdrawal | 1 | 494 | 0 | Q3 | 1 | 4 | 0 | California | 0 | 0 | 0 | 72 | 1,709.15 | 0 | 3,476.88 | 0 | 5,186.03 | 0 | 0 | 95555 |
67 | 4 | 33.21 | 0 | null | null | 73 | Cobb | 4,291 | Two Year | United States | 9220-ZNKJI | Stayed | 0 | 1 | Female | 1 | Fiber Optic | 38.838088, -122.73203 | 38.838088 | -122.73203 | 1 | 88.8 | 0 | 0 | 5 | null | 0 | 0 | 0 | 1 | Credit Card | 1 | 1,591 | 1 | Q3 | 1 | 3 | 1 | California | 0 | 0 | 1 | 55 | 4,805.3 | 0 | 1,826.55 | 0 | 6,631.85 | 0 | 1 | 95426 |
29 | 69 | 44.95 | 0 | null | null | 55 | Lemon Cove | 3,764 | One Year | United States | 2541-YGPKE | Stayed | 1 | 0 | Male | 1 | DSL | 36.462671, -118.997291 | 36.462671 | -118.997291 | 1 | 63.7 | 0 | 3 | 10 | null | 0 | 1 | 0 | 1 | Credit Card | 1 | 293 | 1 | Q3 | 1 | 4 | 0 | California | 1 | 1 | 0 | 42 | 2,763.35 | 0 | 1,887.9 | 0 | 4,651.25 | 1 | 1 | 93244 |
76 | 18 | 46.06 | 0 | null | null | 68 | Novato | 5,597 | Two Year | United States | 2675-OTVVJ | Stayed | 0 | 0 | Male | 1 | Fiber Optic | 38.135897, -122.563683 | 38.135897 | -122.563683 | 1 | 89.45 | 1 | 0 | 5 | Offer C | 0 | 1 | 0 | 1 | Bank Withdrawal | 1 | 16,429 | 0 | Q3 | 1 | 4 | 1 | California | 0 | 0 | 1 | 31 | 2,807.65 | 0 | 1,427.86 | 31.58 | 4,203.93 | 0 | 1 | 94945 |
42 | 18 | 40.11 | 0 | null | null | 26 | Vallejo | 3,080 | Month-to-Month | United States | 7504-UWHNB | Stayed | 0 | 0 | Male | 1 | Fiber Optic | 38.105733, -122.186338 | 38.105733 | -122.186338 | 0 | 69.75 | 0 | 0 | 0 | Offer C | 0 | 0 | 0 | 0 | Bank Withdrawal | 1 | 51,665 | 0 | Q3 | 0 | 4 | 0 | California | 0 | 0 | 0 | 25 | 1,729.35 | 100 | 1,002.75 | 0 | 2,832.1 | 0 | 0 | 94591 |
57 | 0 | 2.41 | 0 | null | null | 56 | Alameda | 4,574 | Two Year | United States | 0962-CQPWQ | Stayed | 1 | 0 | Female | 0 | null | 37.724817, -122.224363 | 37.724817 | -122.224363 | 1 | 20.3 | 0 | 2 | 1 | null | 0 | 0 | 0 | 1 | Bank Withdrawal | 1 | 13,996 | 0 | Q3 | 1 | 5 | 0 | California | 0 | 0 | 0 | 62 | 1,296.15 | 0 | 149.42 | 0 | 1,445.57 | 0 | 0 | 94502 |
45 | 15 | 17.03 | 0 | null | null | 75 | Lodi | 2,478 | One Year | United States | 0667-NSRGI | Stayed | 0 | 1 | Female | 1 | DSL | 38.123544, -121.159078 | 38.123544 | -121.159078 | 1 | 69.55 | 1 | 0 | 3 | null | 0 | 0 | 1 | 1 | Credit Card | 1 | 45,755 | 1 | Q3 | 1 | 4 | 0 | California | 1 | 1 | 0 | 48 | 3,435.6 | 0 | 817.44 | 0 | 4,253.04 | 0 | 1 | 95240 |
22 | 0 | 3.12 | 0 | null | null | 59 | Keeler | 5,634 | Month-to-Month | United States | 0030-FNXPP | Joined | 0 | 0 | Female | 0 | null | 36.560498, -117.962461 | 36.560498 | -117.962461 | 0 | 19.85 | 0 | 0 | 0 | null | 0 | 0 | 0 | 0 | Credit Card | 1 | 71 | 0 | Q3 | 0 | 4 | 0 | California | 0 | 0 | 0 | 3 | 57.2 | 0 | 9.36 | 0 | 66.56 | 1 | 0 | 93530 |
50 | 0 | 30.28 | 0 | null | null | 65 | Gridley | 2,692 | Month-to-Month | United States | 9467-ROOLM | Stayed | 0 | 0 | Female | 0 | null | 39.346898, -121.759537 | 39.346898 | -121.759537 | 0 | 19.05 | 0 | 0 | 0 | Offer C | 0 | 0 | 0 | 0 | Mailed Check | 1 | 9,763 | 0 | Q3 | 0 | 5 | 0 | California | 0 | 0 | 0 | 25 | 461.3 | 0 | 757 | 0 | 1,218.3 | 0 | 0 | 95948 |
32 | 75 | 13.86 | 0 | null | null | 64 | Dulzura | 3,718 | Month-to-Month | United States | 2985-JUUBZ | Stayed | 1 | 1 | Male | 1 | DSL | 32.622999, -116.687855 | 32.622999 | -116.687855 | 1 | 74.55 | 1 | 3 | 5 | Offer B | 0 | 0 | 1 | 1 | Bank Withdrawal | 1 | 727 | 0 | Q3 | 1 | 5 | 0 | California | 1 | 1 | 1 | 40 | 3,015.75 | 0 | 554.4 | 0 | 3,570.15 | 0 | 1 | 91917 |
35 | 18 | 0 | 0 | null | null | 22 | Pauma Valley | 3,007 | One Year | United States | 0756-MPZRL | Stayed | 0 | 1 | Male | 1 | DSL | 33.313828, -116.940501 | 33.313828 | -116.940501 | 0 | 33.7 | 0 | 0 | 0 | Offer B | 0 | 0 | 0 | 0 | Credit Card | 0 | 2,615 | 1 | Q3 | 0 | 3 | 0 | California | 0 | 0 | 0 | 46 | 1,537.85 | 0 | 0 | 0 | 1,537.85 | 0 | 1 | 92061 |
71 | 2 | 41.3 | 1 | Attitude | Attitude of service provider | 71 | Alhambra | 2,715 | Month-to-Month | United States | 1400-MMYXY | Churned | 0 | 1 | Male | 1 | Fiber Optic | 34.090925, -118.128164 | 34.090925 | -118.128164 | 1 | 105.9 | 1 | 0 | 1 | null | 1 | 0 | 1 | 1 | Bank Withdrawal | 1 | 54,382 | 0 | Q3 | 1 | 2 | 1 | California | 1 | 0 | 1 | 3 | 334.65 | 0 | 123.9 | 0 | 458.55 | 0 | 1 | 91801 |
22 | 52 | 29.81 | 0 | null | null | 52 | Santa Paula | 3,273 | Month-to-Month | United States | 3003-CMDUU | Stayed | 0 | 0 | Female | 1 | Fiber Optic | 34.402343, -119.094824 | 34.402343 | -119.094824 | 1 | 95.15 | 0 | 0 | 0 | null | 0 | 0 | 1 | 1 | Bank Withdrawal | 1 | 32,511 | 1 | Q3 | 0 | 3 | 0 | California | 1 | 1 | 1 | 25 | 2,395.7 | 80 | 745.25 | 0 | 3,220.95 | 1 | 0 | 93060 |
52 | 15 | 42.64 | 0 | null | null | 54 | Yreka | 6,091 | Two Year | United States | 1971-DTCZB | Stayed | 0 | 1 | Female | 1 | DSL | 41.764869, -122.671316 | 41.764869 | -122.671316 | 1 | 90.95 | 1 | 0 | 6 | null | 1 | 1 | 1 | 1 | Bank Withdrawal | 1 | 9,538 | 1 | Q3 | 1 | 3 | 0 | California | 1 | 1 | 1 | 72 | 6,468.6 | 0 | 3,070.08 | 0 | 9,538.68 | 0 | 1 | 96097 |
39 | 15 | 14.07 | 0 | null | null | 31 | Arcata | 3,160 | Month-to-Month | United States | 7587-AOVVU | Stayed | 1 | 0 | Male | 1 | Fiber Optic | 40.839958, -124.003757 | 40.839958 | -124.003757 | 1 | 100.75 | 1 | 1 | 0 | null | 1 | 1 | 0 | 1 | Bank Withdrawal | 1 | 19,596 | 1 | Q3 | 0 | 3 | 0 | California | 0 | 0 | 1 | 27 | 2,793.55 | 0 | 379.89 | 0 | 3,173.44 | 0 | 1 | 95521 |
23 | 82 | 9.07 | 0 | null | null | 69 | Fallbrook | 4,200 | One Year | United States | 7696-AMHOD | Stayed | 1 | 1 | Female | 1 | DSL | 33.362575, -117.299644 | 33.362575 | -117.299644 | 1 | 78 | 0 | 1 | 10 | null | 1 | 0 | 0 | 1 | Credit Card | 1 | 42,239 | 0 | Q3 | 1 | 5 | 0 | California | 1 | 1 | 1 | 49 | 3,824.2 | 0 | 444.43 | 0 | 4,268.63 | 1 | 1 | 92028 |
69 | 14 | 43.96 | 1 | Competitor | Competitor made better offer | 92 | Somis | 5,203 | Month-to-Month | United States | 1304-NECVQ | Churned | 0 | 1 | Female | 1 | Fiber Optic | 34.297628, -119.014627 | 34.297628 | -119.014627 | 0 | 78.55 | 1 | 0 | 0 | Offer E | 0 | 0 | 1 | 0 | Bank Withdrawal | 1 | 2,966 | 0 | Q3 | 0 | 2 | 1 | California | 0 | 0 | 0 | 2 | 149.55 | 0 | 87.92 | 0 | 237.47 | 0 | 1 | 93066 |
50 | 7 | 39.62 | 1 | Competitor | Competitor had better devices | 80 | Soda Springs | 5,100 | Month-to-Month | United States | 9546-CQJSU | Churned | 0 | 1 | Female | 1 | Fiber Optic | 39.279068, -120.414275 | 39.279068 | -120.414275 | 0 | 91.4 | 1 | 0 | 0 | null | 0 | 0 | 1 | 0 | Bank Withdrawal | 1 | 88 | 0 | Q3 | 0 | 1 | 0 | California | 0 | 0 | 1 | 2 | 193.6 | 0 | 79.24 | 0 | 272.84 | 0 | 1 | 95728 |
52 | 13 | 4.22 | 0 | null | null | 59 | Hornbrook | 5,616 | One Year | United States | 4973-RLZVI | Stayed | 0 | 1 | Female | 1 | DSL | 41.962127, -122.527696 | 41.962127 | -122.527696 | 0 | 74.65 | 0 | 0 | 0 | null | 1 | 1 | 0 | 0 | Credit Card | 1 | 1,026 | 1 | Q3 | 0 | 3 | 0 | California | 0 | 0 | 1 | 30 | 2,308.6 | 50 | 126.6 | 0 | 2,485.2 | 0 | 0 | 96044 |
47 | 18 | 31.59 | 0 | null | null | 73 | Escondido | 3,555 | One Year | United States | 6574-MCOEH | Stayed | 1 | 1 | Female | 1 | Cable | 33.21846, -117.116916 | 33.21846 | -117.116916 | 1 | 79.15 | 1 | 2 | 2 | null | 0 | 0 | 1 | 1 | Bank Withdrawal | 1 | 43,436 | 1 | Q3 | 1 | 5 | 0 | California | 1 | 1 | 1 | 33 | 2,531.4 | 20 | 1,042.47 | 0 | 3,593.87 | 0 | 0 | 92026 |
48 | 5 | 26.86 | 0 | null | null | 53 | San Gabriel | 2,032 | Month-to-Month | United States | 6357-JJPQT | Joined | 0 | 0 | Female | 1 | Fiber Optic | 34.089927, -118.095645 | 34.089927 | -118.095645 | 0 | 80.5 | 0 | 0 | 0 | null | 0 | 0 | 1 | 0 | Bank Withdrawal | 1 | 38,041 | 0 | Q3 | 0 | 5 | 0 | California | 0 | 0 | 1 | 3 | 232.35 | 0 | 80.58 | 0 | 312.93 | 0 | 0 | 91776 |
59 | 21 | 8.83 | 1 | Dissatisfaction | Product dissatisfaction | 90 | Mineral | 4,893 | One Year | United States | 8849-GYOKR | Churned | 0 | 0 | Female | 1 | Fiber Optic | 40.408796, -121.579609 | 40.408796 | -121.579609 | 1 | 106.55 | 1 | 0 | 2 | null | 1 | 1 | 0 | 1 | Bank Withdrawal | 1 | 124 | 0 | Q3 | 1 | 1 | 0 | California | 1 | 1 | 1 | 54 | 5,763.3 | 0 | 476.82 | 0 | 6,240.12 | 0 | 1 | 96063 |
27 | 42 | 15.18 | 0 | null | null | 78 | Yucca Valley | 4,030 | Month-to-Month | United States | 4360-PNRQB | Stayed | 0 | 0 | Male | 1 | Fiber Optic | 34.159534, -116.425984 | 34.159534 | -116.425984 | 0 | 75.6 | 1 | 0 | 0 | Offer D | 0 | 0 | 1 | 0 | Bank Withdrawal | 1 | 20,486 | 0 | Q3 | 0 | 5 | 0 | California | 0 | 0 | 0 | 18 | 1,395.05 | 0 | 273.24 | 0 | 1,668.29 | 1 | 1 | 92284 |
78 | 17 | 28.71 | 1 | Other | Deceased | 77 | Irvine | 5,721 | Month-to-Month | United States | 0196-VULGZ | Churned | 0 | 0 | Female | 1 | Fiber Optic | 33.716136, -117.752574 | 33.716136 | -117.752574 | 1 | 84.35 | 1 | 0 | 1 | null | 0 | 0 | 1 | 1 | Bank Withdrawal | 1 | 26,419 | 0 | Q3 | 1 | 3 | 1 | California | 1 | 0 | 0 | 6 | 474.9 | 0 | 172.26 | 0 | 647.16 | 0 | 1 | 92620 |
74 | 8 | 26.12 | 1 | Competitor | Competitor had better devices | 81 | San Jose | 2,076 | Month-to-Month | United States | 7503-QQRVF | Churned | 0 | 0 | Male | 1 | Fiber Optic | 37.375156, -121.795867 | 37.375156 | -121.795867 | 1 | 74.3 | 0 | 0 | 1 | Offer D | 1 | 0 | 1 | 1 | Credit Card | 1 | 60,620 | 0 | Q3 | 1 | 1 | 1 | California | 0 | 0 | 0 | 16 | 1,178.25 | 0 | 417.92 | 0 | 1,596.17 | 0 | 1 | 95127 |
79 | 2 | 43.34 | 1 | Attitude | Attitude of support person | 71 | Point Reyes Station | 5,242 | Month-to-Month | United States | 1704-NRWYE | Churned | 0 | 0 | Female | 1 | Fiber Optic | 38.060264, -122.830646 | 38.060264 | -122.830646 | 0 | 80.85 | 0 | 0 | 0 | null | 0 | 0 | 1 | 0 | Bank Withdrawal | 1 | 1,885 | 0 | Q3 | 0 | 2 | 1 | California | 0 | 0 | 1 | 9 | 751.65 | 0 | 390.06 | 0 | 1,141.71 | 0 | 1 | 94956 |
35 | 10 | 0 | 0 | null | null | 67 | Mira Loma | 2,539 | Two Year | United States | 7605-BDWDC | Stayed | 0 | 0 | Female | 1 | DSL | 33.999992, -117.535395 | 33.999992 | -117.535395 | 0 | 49.85 | 0 | 0 | 0 | null | 1 | 1 | 1 | 0 | Bank Withdrawal | 0 | 18,980 | 1 | Q3 | 0 | 3 | 0 | California | 1 | 1 | 0 | 31 | 1,520.1 | 0 | 0 | 0 | 1,520.1 | 0 | 1 | 91752 |
57 | 14 | 0 | 0 | null | null | 77 | Pomona | 3,163 | Month-to-Month | United States | 7078-NVFAM | Stayed | 1 | 0 | Female | 1 | Cable | 34.083086, -117.737997 | 34.083086 | -117.737997 | 1 | 35.15 | 0 | 1 | 3 | null | 1 | 1 | 1 | 1 | Bank Withdrawal | 0 | 46,626 | 0 | Q3 | 1 | 4 | 0 | California | 0 | 0 | 0 | 32 | 1,051.05 | 0 | 0 | 0 | 1,051.05 | 0 | 1 | 91767 |
62 | 0 | 41.51 | 0 | null | null | 60 | San Francisco | 4,336 | One Year | United States | 0307-BCOPK | Stayed | 0 | 0 | Female | 0 | null | 37.721052, -122.413573 | 37.721052 | -122.413573 | 0 | 19.05 | 0 | 0 | 0 | Offer D | 0 | 0 | 0 | 0 | Credit Card | 1 | 40,137 | 0 | Q3 | 0 | 5 | 0 | California | 0 | 0 | 0 | 16 | 326.65 | 0 | 664.16 | 0 | 990.81 | 0 | 0 | 94134 |
38 | 0 | 20.44 | 0 | null | null | 22 | Sanger | 6,050 | One Year | United States | 1722-LDZJS | Stayed | 1 | 0 | Male | 0 | null | 36.819628, -119.440414 | 36.819628 | -119.440414 | 1 | 20.2 | 0 | 3 | 1 | null | 0 | 0 | 0 | 1 | Credit Card | 1 | 28,991 | 0 | Q3 | 1 | 4 | 0 | California | 0 | 0 | 0 | 53 | 1,068.15 | 0 | 1,083.32 | 0 | 2,151.47 | 0 | 0 | 93657 |
76 | 30 | 15.28 | 1 | Other | Don't know | 76 | Los Alamitos | 3,964 | Month-to-Month | United States | 0390-DCFDQ | Churned | 1 | 0 | Female | 1 | Fiber Optic | 33.79499, -118.065591 | 33.79499 | -118.065591 | 1 | 70.45 | 0 | 2 | 1 | Offer E | 0 | 0 | 1 | 1 | Mailed Check | 1 | 21,343 | 0 | Q3 | 1 | 2 | 1 | California | 0 | 0 | 0 | 1 | 70.45 | 0 | 15.28 | 0 | 85.73 | 0 | 1 | 90720 |
38 | 4 | 0 | 1 | Competitor | Competitor offered more data | 91 | Sacramento | 3,051 | One Year | United States | 8627-EHGIP | Churned | 0 | 1 | Male | 1 | Cable | 38.646096, -121.442433 | 38.646096 | -121.442433 | 0 | 53.95 | 0 | 0 | 0 | Offer B | 1 | 0 | 1 | 0 | Credit Card | 0 | 34,894 | 0 | Q3 | 0 | 2 | 0 | California | 1 | 1 | 1 | 44 | 2,375.4 | 0 | 0 | 0 | 2,375.4 | 0 | 1 | 95838 |
58 | 16 | 32.81 | 0 | null | null | 34 | San Simeon | 3,319 | Month-to-Month | United States | 5399-ZIMKF | Stayed | 0 | 0 | Male | 1 | Fiber Optic | 35.746484, -121.223355 | 35.746484 | -121.223355 | 0 | 74.65 | 0 | 0 | 0 | null | 1 | 0 | 1 | 0 | Bank Withdrawal | 1 | 471 | 0 | Q3 | 0 | 3 | 0 | California | 0 | 0 | 0 | 5 | 383.65 | 0 | 164.05 | 0 | 547.7 | 0 | 1 | 93452 |
57 | 7 | 20.79 | 0 | null | null | 26 | San Juan Capistrano | 6,100 | One Year | United States | 5802-ADBRC | Stayed | 0 | 1 | Female | 1 | Fiber Optic | 33.521447, -117.602555 | 33.521447 | -117.602555 | 1 | 104.4 | 1 | 0 | 7 | Offer B | 0 | 1 | 1 | 1 | Mailed Check | 1 | 34,321 | 0 | Q3 | 1 | 3 | 0 | California | 1 | 1 | 1 | 50 | 5,232.9 | 0 | 1,039.5 | 0 | 6,272.4 | 0 | 1 | 92675 |
64 | 24 | 41.34 | 0 | null | null | 64 | Bodega Bay | 4,628 | One Year | United States | 0254-KCJGT | Stayed | 0 | 1 | Male | 1 | Cable | 38.377165, -123.037957 | 38.377165 | -123.037957 | 1 | 81.4 | 1 | 0 | 6 | Offer B | 1 | 1 | 1 | 1 | Credit Card | 1 | 1,785 | 1 | Q3 | 1 | 4 | 0 | California | 1 | 1 | 0 | 52 | 4,354.45 | 0 | 2,149.68 | 0 | 6,504.13 | 0 | 1 | 94923 |
31 | 30 | 4.41 | 1 | Competitor | Competitor made better offer | 70 | Los Angeles | 5,955 | Month-to-Month | United States | 4855-SNKMY | Churned | 0 | 0 | Female | 1 | DSL | 34.066303, -118.435479 | 34.066303 | -118.435479 | 0 | 44.1 | 0 | 0 | 0 | Offer E | 0 | 0 | 1 | 0 | Bank Withdrawal | 1 | 44,150 | 0 | Q3 | 0 | 3 | 0 | California | 0 | 0 | 0 | 1 | 44.1 | 0 | 4.41 | 0 | 48.51 | 0 | 1 | 90024 |
50 | 10 | 37.6 | 0 | null | null | 54 | Hughson | 5,168 | Month-to-Month | United States | 6985-HAYWX | Stayed | 0 | 0 | Female | 1 | Fiber Optic | 37.5923, -120.853288 | 37.5923 | -120.853288 | 1 | 79.3 | 1 | 0 | 5 | null | 1 | 0 | 0 | 1 | Bank Withdrawal | 1 | 6,822 | 0 | Q3 | 1 | 3 | 0 | California | 0 | 0 | 0 | 26 | 2,015.8 | 0 | 977.6 | 0 | 2,993.4 | 0 | 1 | 95326 |
30 | 51 | 7.41 | 0 | null | null | 25 | Perris | 4,870 | One Year | United States | 8220-OCUFY | Stayed | 0 | 1 | Female | 1 | DSL | 33.828289, -117.201666 | 33.828289 | -117.201666 | 0 | 60.25 | 0 | 0 | 0 | null | 0 | 1 | 1 | 0 | Bank Withdrawal | 1 | 26,357 | 1 | Q3 | 0 | 4 | 0 | California | 0 | 0 | 0 | 21 | 1,258.35 | 0 | 155.61 | 0 | 1,413.96 | 0 | 1 | 92571 |
32 | 26 | 0 | 0 | null | null | 71 | Burnt Ranch | 3,844 | One Year | United States | 3941-XTSKM | Stayed | 0 | 1 | Male | 1 | DSL | 40.854512, -123.450097 | 40.854512 | -123.450097 | 1 | 45.1 | 0 | 0 | 6 | null | 1 | 0 | 1 | 1 | Credit Card | 0 | 485 | 0 | Q3 | 1 | 4 | 0 | California | 1 | 1 | 0 | 42 | 2,049.05 | 0 | 0 | 0 | 2,049.05 | 0 | 1 | 95527 |
39 | 6 | 0 | 0 | null | null | 77 | Cedarville | 6,395 | Two Year | United States | 3813-DHBBB | Stayed | 0 | 0 | Male | 1 | DSL | 41.505916, -120.152505 | 41.505916 | -120.152505 | 1 | 50.95 | 0 | 0 | 10 | null | 1 | 1 | 1 | 1 | Bank Withdrawal | 0 | 857 | 1 | Q3 | 1 | 3 | 0 | California | 1 | 1 | 0 | 67 | 3,521.7 | 0 | 0 | 0 | 3,521.7 | 0 | 1 | 96104 |
60 | 16 | 39.83 | 0 | null | null | 53 | Sequoia National Park | 5,722 | Month-to-Month | United States | 2087-QAREY | Stayed | 0 | 1 | Female | 1 | Cable | 36.527243, -118.594938 | 36.527243 | -118.594938 | 1 | 54.7 | 0 | 0 | 1 | Offer D | 1 | 0 | 1 | 1 | Credit Card | 1 | 56 | 0 | Q3 | 1 | 3 | 0 | California | 0 | 0 | 0 | 22 | 1,178.75 | 0 | 876.26 | 0 | 2,055.01 | 0 | 1 | 93262 |
70 | 53 | 19.68 | 0 | null | null | 70 | Fresno | 4,353 | One Year | United States | 4250-WAROZ | Stayed | 1 | 0 | Male | 1 | Fiber Optic | 36.749403, -119.787574 | 36.749403 | -119.787574 | 1 | 93.25 | 1 | 3 | 4 | null | 1 | 1 | 1 | 1 | Bank Withdrawal | 1 | 13,858 | 0 | Q3 | 1 | 3 | 1 | California | 1 | 0 | 0 | 60 | 5,774.55 | 0 | 1,180.8 | 0 | 6,955.35 | 0 | 1 | 93701 |
27 | 52 | 0 | 0 | null | null | 33 | Elmira | 4,829 | Month-to-Month | United States | 8741-LQOBK | Stayed | 1 | 0 | Female | 1 | DSL | 38.349195, -121.902943 | 38.349195 | -121.902943 | 1 | 35.05 | 0 | 2 | 9 | null | 1 | 1 | 0 | 1 | Bank Withdrawal | 0 | 171 | 0 | Q3 | 1 | 3 | 0 | California | 0 | 1 | 0 | 46 | 1,620.25 | 0 | 0 | 0 | 1,620.25 | 1 | 1 | 95625 |
28 | 59 | 4.08 | 0 | null | null | 39 | San Jose | 5,756 | Month-to-Month | United States | 3572-UOLYZ | Stayed | 1 | 1 | Female | 1 | Fiber Optic | 37.255479, -121.889838 | 37.255479 | -121.889838 | 0 | 84.8 | 1 | 2 | 0 | null | 0 | 0 | 1 | 0 | Bank Withdrawal | 1 | 31,926 | 1 | Q3 | 0 | 3 | 0 | California | 0 | 0 | 0 | 46 | 3,958.85 | 0 | 187.68 | 0 | 4,146.53 | 1 | 1 | 95118 |
56 | 27 | 22.62 | 0 | null | null | 65 | Escondido | 6,063 | Two Year | United States | 7399-QHBJS | Stayed | 1 | 0 | Female | 1 | Cable | 33.141265, -116.967221 | 33.141265 | -116.967221 | 1 | 66.75 | 1 | 3 | 8 | null | 1 | 1 | 0 | 1 | Credit Card | 1 | 48,690 | 1 | Q3 | 1 | 3 | 0 | California | 0 | 0 | 0 | 72 | 4,760.3 | 0 | 1,628.64 | 0 | 6,388.94 | 0 | 1 | 92027 |
43 | 10 | 42.34 | 0 | null | null | 48 | Redondo Beach | 4,131 | Month-to-Month | United States | 7252-NTGSS | Joined | 0 | 0 | Female | 1 | DSL | 33.830453, -118.384565 | 33.830453 | -118.384565 | 0 | 45.15 | 0 | 0 | 0 | null | 0 | 0 | 0 | 0 | Credit Card | 1 | 34,191 | 0 | Q3 | 0 | 3 | 0 | California | 0 | 0 | 0 | 1 | 45.15 | 0 | 42.34 | 0 | 87.49 | 0 | 1 | 90277 |
56 | 0 | 35.8 | 0 | null | null | 69 | Los Angeles | 5,689 | One Year | United States | 5474-LAMUQ | Stayed | 0 | 0 | Male | 0 | null | 34.089953, -118.294824 | 34.089953 | -118.294824 | 1 | 20.1 | 0 | 0 | 9 | Offer C | 0 | 0 | 0 | 1 | Credit Card | 1 | 41,713 | 0 | Q3 | 1 | 3 | 0 | California | 0 | 0 | 0 | 24 | 533.9 | 0 | 859.2 | 0 | 1,393.1 | 0 | 0 | 90029 |
24 | 47 | 0 | 0 | null | null | 39 | San Luis Obispo | 4,810 | Month-to-Month | United States | 7989-AWGEH | Stayed | 1 | 0 | Male | 1 | DSL | 35.236549, -120.727344 | 35.236549 | -120.727344 | 1 | 39.2 | 0 | 2 | 8 | Offer B | 0 | 1 | 1 | 1 | Bank Withdrawal | 0 | 31,982 | 0 | Q3 | 1 | 4 | 0 | California | 1 | 1 | 0 | 49 | 1,838.15 | 0 | 0 | 0 | 1,838.15 | 1 | 1 | 93405 |
49 | 2 | 32.43 | 0 | null | null | 49 | Chico | 6,161 | One Year | United States | 5035-PGZXH | Stayed | 0 | 1 | Female | 1 | Fiber Optic | 39.745712, -121.84333 | 39.745712 | -121.84333 | 0 | 106.8 | 1 | 0 | 0 | null | 1 | 0 | 1 | 0 | Bank Withdrawal | 1 | 35,808 | 0 | Q3 | 0 | 3 | 0 | California | 1 | 1 | 1 | 56 | 5,914.4 | 30 | 1,816.08 | 0 | 7,760.48 | 0 | 0 | 95926 |
48 | 0 | 7.96 | 0 | null | null | 73 | West Point | 2,723 | Month-to-Month | United States | 7610-TVOPG | Stayed | 0 | 0 | Male | 0 | null | 38.41935, -120.469545 | 38.41935 | -120.469545 | 0 | 26.35 | 1 | 0 | 0 | null | 0 | 0 | 1 | 0 | Bank Withdrawal | 1 | 2,198 | 0 | Q3 | 0 | 3 | 0 | California | 0 | 0 | 0 | 15 | 378.6 | 0 | 119.4 | 0 | 498 | 0 | 0 | 95255 |
66 | 30 | 27 | 0 | null | null | 80 | Waterford | 5,831 | Month-to-Month | United States | 8495-PRWFH | Stayed | 0 | 1 | Female | 1 | Cable | 37.669516, -120.626964 | 37.669516 | -120.626964 | 0 | 55.65 | 1 | 0 | 0 | null | 0 | 0 | 0 | 0 | Bank Withdrawal | 1 | 8,308 | 0 | Q3 | 0 | 4 | 1 | California | 0 | 0 | 0 | 42 | 2,421.75 | 0 | 1,134 | 0 | 3,555.75 | 0 | 1 | 95386 |
43 | 0 | 24.65 | 0 | null | null | 21 | Traver | 2,360 | Month-to-Month | United States | 7777-UNYHB | Stayed | 1 | 0 | Female | 0 | null | 36.456091, -119.486225 | 36.456091 | -119.486225 | 1 | 20.1 | 0 | 1 | 3 | null | 0 | 0 | 1 | 1 | Credit Card | 1 | 646 | 0 | Q3 | 1 | 3 | 0 | California | 0 | 0 | 0 | 12 | 232.4 | 0 | 295.8 | 0 | 528.2 | 0 | 0 | 93673 |
40 | 3 | 6.6 | 0 | null | null | 26 | Stevinson | 5,590 | Month-to-Month | United States | 3413-CSSTH | Stayed | 0 | 1 | Male | 1 | Cable | 37.316807, -120.855753 | 37.316807 | -120.855753 | 0 | 55.7 | 1 | 0 | 0 | null | 0 | 0 | 1 | 0 | Bank Withdrawal | 1 | 1,960 | 0 | Q3 | 0 | 4 | 0 | California | 0 | 0 | 0 | 41 | 2,237.55 | 0 | 270.6 | 0 | 2,508.15 | 0 | 1 | 95374 |
29 | 59 | 30.58 | 0 | null | null | 32 | Rocklin | 5,038 | Two Year | United States | 5514-YQENT | Stayed | 1 | 1 | Male | 1 | Fiber Optic | 38.823278, -121.281856 | 38.823278 | -121.281856 | 0 | 111.15 | 0 | 3 | 0 | null | 1 | 1 | 1 | 0 | Bank Withdrawal | 1 | 15,494 | 1 | Q3 | 0 | 5 | 0 | California | 1 | 1 | 1 | 41 | 4,507.15 | 0 | 1,253.78 | 0 | 5,760.93 | 1 | 1 | 95765 |
64 | 0 | 20.96 | 0 | null | null | 63 | San Luis Obispo | 6,444 | Two Year | United States | 7064-JHXCE | Stayed | 1 | 0 | Male | 0 | null | 35.233745, -120.626442 | 35.233745 | -120.626442 | 1 | 20.05 | 0 | 1 | 5 | Offer B | 0 | 0 | 0 | 1 | Credit Card | 1 | 27,047 | 0 | Q3 | 1 | 5 | 0 | California | 0 | 0 | 0 | 62 | 1,263.9 | 0 | 1,299.52 | 0 | 2,563.42 | 0 | 0 | 93401 |
46 | 18 | 18.26 | 0 | null | null | 47 | Newport Beach | 6,280 | Two Year | United States | 6586-MYGKD | Stayed | 0 | 0 | Male | 1 | DSL | 33.606336, -117.893042 | 33.606336 | -117.893042 | 1 | 76.95 | 1 | 0 | 1 | Offer A | 0 | 1 | 1 | 1 | Credit Card | 1 | 3,124 | 1 | Q3 | 1 | 3 | 0 | California | 1 | 1 | 1 | 70 | 5,289.8 | 0 | 1,278.2 | 0 | 6,568 | 0 | 1 | 92662 |
21 | 41 | 33.55 | 0 | null | null | 76 | Forks Of Salmon | 5,891 | Month-to-Month | United States | 0899-LIIBW | Stayed | 0 | 1 | Male | 1 | Fiber Optic | 41.232128, -123.194748 | 41.232128 | -123.194748 | 1 | 100.85 | 1 | 0 | 8 | null | 0 | 0 | 0 | 1 | Bank Withdrawal | 1 | 170 | 0 | Q3 | 1 | 5 | 0 | California | 1 | 1 | 1 | 34 | 3,527.3 | 0 | 1,140.7 | 0 | 4,668 | 1 | 1 | 96031 |
66 | 8 | 5.21 | 1 | Competitor | Competitor had better devices | 83 | Los Angeles | 3,676 | Month-to-Month | United States | 3217-FZDMN | Churned | 0 | 1 | Female | 1 | Fiber Optic | 33.973616, -118.24902 | 33.973616 | -118.24902 | 0 | 94.45 | 0 | 0 | 0 | Offer E | 0 | 0 | 1 | 0 | Credit Card | 1 | 54,492 | 0 | Q3 | 0 | 1 | 1 | California | 1 | 0 | 1 | 8 | 742.95 | 0 | 41.68 | 0 | 784.63 | 0 | 1 | 90001 |
21 | 41 | 8.71 | 0 | null | null | 61 | Long Beach | 6,322 | Two Year | United States | 0436-TWFFZ | Stayed | 0 | 1 | Female | 1 | DSL | 33.864622, -118.179626 | 33.864622 | -118.179626 | 0 | 85.25 | 1 | 0 | 0 | Offer A | 0 | 1 | 1 | 0 | Mailed Check | 1 | 91,664 | 1 | Q3 | 0 | 4 | 0 | California | 1 | 1 | 1 | 67 | 5,714.2 | 0 | 583.57 | 1.31 | 6,296.46 | 1 | 1 | 90805 |
24 | 82 | 0 | 0 | null | null | 24 | Bishop | 2,873 | Month-to-Month | United States | 7176-WIONM | Stayed | 0 | 1 | Female | 1 | Cable | 37.04584, -118.397236 | 37.04584 | -118.397236 | 1 | 49.85 | 0 | 0 | 10 | Offer D | 0 | 0 | 1 | 1 | Bank Withdrawal | 0 | 13,309 | 0 | Q3 | 1 | 3 | 0 | California | 1 | 1 | 1 | 12 | 617.15 | 0 | 0 | 0 | 617.15 | 1 | 1 | 93514 |
66 | 28 | 4.06 | 0 | null | null | 36 | Petaluma | 3,412 | Two Year | United States | 0537-QYZZN | Stayed | 1 | 0 | Male | 1 | Fiber Optic | 38.237018, -122.77872 | 38.237018 | -122.77872 | 1 | 79.85 | 1 | 2 | 6 | Offer C | 0 | 1 | 1 | 1 | Bank Withdrawal | 1 | 31,930 | 0 | Q3 | 1 | 3 | 1 | California | 0 | 0 | 0 | 24 | 1,857.75 | 0 | 97.44 | 0 | 1,955.19 | 0 | 1 | 94952 |
55 | 0 | 38.74 | 0 | null | null | 39 | Creston | 3,575 | One Year | United States | 1686-STUHN | Stayed | 0 | 0 | Male | 0 | null | 35.480896, -120.469476 | 35.480896 | -120.469476 | 0 | 19.8 | 0 | 0 | 0 | null | 0 | 0 | 0 | 0 | Bank Withdrawal | 1 | 1,203 | 0 | Q3 | 0 | 3 | 0 | California | 0 | 0 | 0 | 42 | 849.9 | 0 | 1,627.08 | 0 | 2,476.98 | 0 | 0 | 93432 |
60 | 76 | 32.47 | 0 | null | null | 29 | Vallecito | 4,558 | Two Year | United States | 9127-FHJBZ | Stayed | 1 | 1 | Male | 1 | Fiber Optic | 38.055562, -120.456298 | 38.055562 | -120.456298 | 1 | 114 | 1 | 3 | 1 | null | 1 | 1 | 1 | 1 | Bank Withdrawal | 1 | 460 | 1 | Q3 | 1 | 3 | 0 | California | 1 | 1 | 1 | 72 | 8,093.15 | 0 | 2,337.84 | 0 | 10,430.99 | 0 | 1 | 95251 |
35 | 0 | 22.37 | 0 | null | null | 51 | Coronado | 2,577 | Month-to-Month | United States | 7302-ZHMHP | Joined | 0 | 0 | Female | 0 | null | 32.68674, -117.186612 | 32.68674 | -117.186612 | 0 | 19.15 | 0 | 0 | 0 | null | 0 | 0 | 0 | 0 | Credit Card | 1 | 24,093 | 0 | Q3 | 0 | 5 | 0 | California | 0 | 0 | 0 | 1 | 19.15 | 0 | 22.37 | 0 | 41.52 | 0 | 0 | 92118 |
54 | 26 | 5.43 | 1 | Attitude | Attitude of support person | 78 | La Puente | 5,347 | Month-to-Month | United States | 1195-OIYEJ | Churned | 0 | 0 | Male | 1 | Fiber Optic | 34.038983, -117.991372 | 34.038983 | -117.991372 | 0 | 91.1 | 0 | 0 | 0 | Offer D | 0 | 0 | 1 | 0 | Bank Withdrawal | 1 | 30,802 | 0 | Q3 | 0 | 2 | 0 | California | 1 | 1 | 1 | 13 | 1,135.7 | 80 | 70.59 | 0 | 1,286.29 | 0 | 0 | 91746 |
36 | 26 | 0 | 0 | null | null | 24 | Camino | 2,327 | Two Year | United States | 2335-GSODA | Stayed | 1 | 1 | Male | 1 | DSL | 38.748316, -120.675512 | 38.748316 | -120.675512 | 0 | 40.1 | 0 | 3 | 0 | null | 0 | 1 | 0 | 0 | Credit Card | 0 | 4,829 | 1 | Q3 | 0 | 4 | 0 | California | 0 | 0 | 0 | 23 | 857.75 | 0 | 0 | 0 | 857.75 | 0 | 1 | 95709 |
19 | 59 | 18.74 | 0 | null | null | 65 | Plymouth | 5,895 | One Year | United States | 6465-GSRCL | Stayed | 1 | 0 | Female | 1 | Fiber Optic | 38.489273, -120.891614 | 38.489273 | -120.891614 | 0 | 106.6 | 1 | 2 | 0 | Offer A | 1 | 0 | 1 | 0 | Bank Withdrawal | 1 | 2,220 | 1 | Q3 | 0 | 4 | 0 | California | 1 | 1 | 1 | 67 | 7,244.7 | 0 | 1,255.58 | 0 | 8,500.28 | 1 | 1 | 95669 |
63 | 5 | 14.21 | 1 | Dissatisfaction | Service dissatisfaction | 95 | Canoga Park | 2,445 | Month-to-Month | United States | 5569-KGJHX | Churned | 0 | 0 | Female | 1 | Fiber Optic | 34.19829, -118.602203 | 34.19829 | -118.602203 | 1 | 85.35 | 1 | 0 | 1 | Offer E | 0 | 0 | 1 | 1 | Bank Withdrawal | 1 | 23,519 | 0 | Q3 | 1 | 3 | 0 | California | 0 | 0 | 1 | 9 | 754.65 | 50 | 127.89 | 0 | 932.54 | 0 | 0 | 91303 |
25 | 82 | 44.74 | 0 | null | null | 72 | Lemon Grove | 3,358 | Month-to-Month | United States | 5619-PTMIK | Stayed | 0 | 0 | Female | 1 | DSL | 32.733564, -117.033713 | 32.733564 | -117.033713 | 1 | 53.1 | 1 | 0 | 1 | Offer B | 0 | 1 | 0 | 1 | Bank Withdrawal | 1 | 24,961 | 0 | Q3 | 1 | 3 | 0 | California | 0 | 1 | 0 | 46 | 2,459.8 | 0 | 2,058.04 | 0 | 4,517.84 | 1 | 1 | 91945 |
57 | 27 | 31.33 | 0 | null | null | 57 | Petrolia | 4,444 | Two Year | United States | 4674-HGNUA | Stayed | 1 | 1 | Male | 1 | Cable | 40.274302, -124.210902 | 40.274302 | -124.210902 | 1 | 89.9 | 1 | 3 | 6 | Offer A | 1 | 1 | 0 | 1 | Credit Card | 1 | 300 | 1 | Q3 | 1 | 3 | 0 | California | 1 | 1 | 1 | 71 | 6,457.15 | 0 | 2,224.43 | 0 | 8,681.58 | 0 | 1 | 95558 |
35 | 23 | 12.12 | 0 | null | null | 61 | Corona | 5,483 | Two Year | United States | 4723-BEGSG | Stayed | 0 | 1 | Male | 1 | Cable | 33.833686, -117.513063 | 33.833686 | -117.513063 | 1 | 86.65 | 1 | 0 | 1 | null | 0 | 1 | 0 | 1 | Credit Card | 1 | 21,911 | 1 | Q3 | 1 | 3 | 0 | California | 1 | 1 | 1 | 72 | 6,094.25 | 0 | 872.64 | 3.2 | 6,963.69 | 0 | 1 | 92881 |
76 | 23 | 22.4 | 0 | null | null | 27 | Travis Afb | 2,136 | One Year | United States | 9489-UTFKA | Stayed | 0 | 0 | Male | 1 | DSL | 38.265899, -121.939461 | 38.265899 | -121.939461 | 1 | 60.9 | 0 | 0 | 9 | Offer E | 0 | 1 | 0 | 1 | Bank Withdrawal | 1 | 9,978 | 0 | Q3 | 1 | 3 | 1 | California | 0 | 0 | 1 | 8 | 551.95 | 0 | 179.2 | 16.58 | 714.57 | 0 | 1 | 94535 |
39 | 19 | 0 | 0 | null | null | 37 | Los Olivos | 5,795 | Two Year | United States | 0019-GFNTW | Stayed | 0 | 1 | Female | 1 | DSL | 34.70434, -120.02609 | 34.70434 | -120.02609 | 0 | 45.05 | 0 | 0 | 0 | null | 1 | 1 | 0 | 0 | Bank Withdrawal | 0 | 1,317 | 1 | Q3 | 0 | 3 | 0 | California | 0 | 0 | 0 | 56 | 2,560.1 | 0 | 0 | 0 | 2,560.1 | 0 | 1 | 93441 |
37 | 17 | 43.81 | 0 | null | null | 68 | Upper Lake | 5,880 | Two Year | United States | 6248-TKCQV | Stayed | 0 | 0 | Female | 1 | DSL | 39.220368, -122.907693 | 39.220368 | -122.907693 | 1 | 80.6 | 1 | 0 | 5 | null | 0 | 1 | 1 | 1 | Bank Withdrawal | 1 | 2,344 | 1 | Q3 | 1 | 3 | 0 | California | 1 | 1 | 1 | 70 | 5,460.2 | 0 | 3,066.7 | 0 | 8,526.9 | 0 | 1 | 95485 |
28 | 0 | 31.29 | 0 | null | null | 63 | Winters | 5,848 | Two Year | United States | 3154-HMWUU | Stayed | 0 | 0 | Male | 0 | null | 38.578604, -122.024579 | 38.578604 | -122.024579 | 1 | 20.5 | 0 | 0 | 9 | Offer B | 0 | 0 | 1 | 1 | Bank Withdrawal | 1 | 8,406 | 0 | Q3 | 1 | 5 | 0 | California | 0 | 0 | 0 | 60 | 1,198.8 | 0 | 1,877.4 | 0 | 3,076.2 | 1 | 0 | 95694 |
34 | 18 | 0 | 1 | Competitor | Competitor had better devices | 69 | Watsonville | 4,954 | Month-to-Month | United States | 7568-PODML | Churned | 0 | 0 | Male | 1 | DSL | 36.931654, -121.752383 | 36.931654 | -121.752383 | 0 | 45.3 | 0 | 0 | 0 | null | 0 | 0 | 1 | 0 | Mailed Check | 0 | 81,141 | 0 | Q3 | 0 | 1 | 0 | California | 1 | 1 | 1 | 1 | 45.3 | 0 | 0 | 0 | 45.3 | 0 | 1 | 95076 |
68 | 17 | 6.68 | 1 | Competitor | Competitor had better devices | 83 | Palo Alto | 2,467 | Month-to-Month | United States | 4750-ZRXIU | Churned | 0 | 0 | Female | 1 | Cable | 37.386978, -122.177746 | 37.386978 | -122.177746 | 0 | 84.6 | 1 | 0 | 0 | null | 0 | 0 | 1 | 0 | Bank Withdrawal | 1 | 1,723 | 0 | Q3 | 0 | 1 | 1 | California | 1 | 0 | 0 | 4 | 360.1 | 0 | 26.72 | 0 | 386.82 | 0 | 1 | 94304 |
26 | 0 | 7.03 | 0 | null | null | 32 | Lower Lake | 5,472 | Two Year | United States | 5322-ZSMZY | Stayed | 1 | 0 | Male | 0 | null | 38.925545, -122.549083 | 38.925545 | -122.549083 | 1 | 25.75 | 1 | 3 | 7 | null | 0 | 0 | 0 | 1 | Credit Card | 1 | 2,644 | 0 | Q3 | 1 | 4 | 0 | California | 0 | 0 | 0 | 31 | 755.6 | 0 | 217.93 | 0 | 973.53 | 1 | 0 | 95457 |
23 | 51 | 48.49 | 0 | null | null | 28 | Rohnert Park | 2,422 | Month-to-Month | United States | 1518-OMDIK | Stayed | 0 | 0 | Male | 1 | DSL | 38.34719, -122.697822 | 38.34719 | -122.697822 | 1 | 44.55 | 0 | 0 | 6 | Offer C | 0 | 0 | 1 | 1 | Credit Card | 1 | 42,544 | 0 | Q3 | 1 | 4 | 0 | California | 0 | 0 | 0 | 33 | 1,462.6 | 0 | 1,600.17 | 0 | 3,062.77 | 1 | 1 | 94928 |
42 | 0 | 32.78 | 0 | null | null | 37 | Adin | 4,791 | Two Year | United States | 9798-OPFEM | Stayed | 0 | 0 | Female | 0 | null | 41.171578, -120.913161 | 41.171578 | -120.913161 | 0 | 21.1 | 0 | 0 | 0 | Offer B | 0 | 0 | 1 | 0 | Bank Withdrawal | 1 | 615 | 0 | Q3 | 0 | 5 | 0 | California | 0 | 0 | 0 | 46 | 937.1 | 0 | 1,507.88 | 0 | 2,444.98 | 0 | 0 | 96006 |
36 | 0 | 15.93 | 0 | null | null | 24 | Oakland | 5,887 | One Year | United States | 9361-YNQWJ | Stayed | 0 | 0 | Female | 0 | null | 37.834341, -122.26437 | 37.834341 | -122.26437 | 0 | 24.4 | 1 | 0 | 0 | Offer B | 0 | 0 | 1 | 0 | Bank Withdrawal | 1 | 21,097 | 0 | Q3 | 0 | 5 | 0 | California | 0 | 0 | 0 | 64 | 1,601.2 | 0 | 1,019.52 | 0 | 2,620.72 | 0 | 0 | 94609 |
58 | 0 | 19.1 | 0 | null | null | 50 | Zenia | 2,831 | Two Year | United States | 5469-NUJUR | Stayed | 0 | 0 | Male | 0 | null | 40.170357, -123.417298 | 40.170357 | -123.417298 | 0 | 19.95 | 0 | 0 | 0 | null | 0 | 0 | 1 | 0 | Credit Card | 1 | 259 | 0 | Q3 | 0 | 4 | 0 | California | 0 | 0 | 0 | 19 | 373.5 | 0 | 362.9 | 0 | 736.4 | 0 | 0 | 95595 |
80 | 27 | 44.23 | 0 | null | null | 79 | Pixley | 4,295 | Two Year | United States | 3729-OWRVL | Stayed | 0 | 1 | Male | 1 | Fiber Optic | 35.957019, -119.330928 | 35.957019 | -119.330928 | 0 | 110.35 | 1 | 0 | 0 | null | 0 | 1 | 1 | 0 | Bank Withdrawal | 1 | 4,198 | 1 | Q3 | 0 | 3 | 1 | California | 1 | 0 | 1 | 65 | 7,246.15 | 0 | 2,874.95 | 0 | 10,121.1 | 0 | 1 | 93256 |
32 | 23 | 42.06 | 0 | null | null | 26 | Malibu | 3,222 | Month-to-Month | United States | 9909-IDLEK | Stayed | 1 | 0 | Male | 1 | Fiber Optic | 34.074572, -118.831181 | 34.074572 | -118.831181 | 1 | 96.8 | 1 | 3 | 7 | Offer D | 1 | 0 | 0 | 1 | Credit Card | 1 | 19,630 | 1 | Q3 | 1 | 4 | 0 | California | 0 | 0 | 1 | 20 | 1,826.7 | 0 | 841.2 | 0 | 2,667.9 | 0 | 1 | 90265 |
25 | 48 | 39.22 | 0 | null | null | 48 | Hornitos | 3,185 | Month-to-Month | United States | 8967-SZQAS | Stayed | 0 | 0 | Female | 1 | DSL | 37.479926, -120.230424 | 37.479926 | -120.230424 | 0 | 50.45 | 0 | 0 | 0 | Offer D | 1 | 0 | 0 | 0 | Bank Withdrawal | 1 | 128 | 0 | Q3 | 0 | 5 | 0 | California | 0 | 0 | 0 | 14 | 765.45 | 140 | 549.08 | 0 | 1,454.53 | 1 | 0 | 95325 |
44 | 12 | 25.19 | 1 | Attitude | Attitude of support person | 92 | Bodfish | 2,406 | Month-to-Month | United States | 2027-FECZV | Churned | 0 | 1 | Male | 1 | Fiber Optic | 35.523991, -118.400432 | 35.523991 | -118.400432 | 0 | 106.7 | 1 | 0 | 0 | null | 1 | 0 | 1 | 0 | Bank Withdrawal | 1 | 1,954 | 0 | Q3 | 0 | 2 | 0 | California | 1 | 1 | 1 | 12 | 1,253.9 | 0 | 302.28 | 0 | 1,556.18 | 0 | 1 | 93205 |